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Measuring Investor Sentiment

Citations

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Cited by:

  1. Cai, Yi & Tang, Zhenpeng & Chen, Ying, 2024. "Can real-time investor sentiment help predict the high-frequency stock returns? Evidence from a mixed-frequency-rolling decomposition forecasting method," The North American Journal of Economics and Finance, Elsevier, vol. 72(C).
  2. Gric, Zuzana & Bajzík, Josef & Badura, Ondřej, 2023. "Does sentiment affect stock returns? A meta-analysis across survey-based measures," International Review of Financial Analysis, Elsevier, vol. 89(C).
  3. Gaoshan Wang & Xiaomin Wang, 2025. "The Effect of News Photo Sentiment on Stock Price Crash Risk Based on Deep Learning Models," Computational Economics, Springer;Society for Computational Economics, vol. 65(5), pages 2679-2706, May.
  4. Pedro Manuel Nogueira Reis & Carlos Pinho, 2021. "A Reappraisal of the Causal Relationship between Sentiment Proxies and Stock Returns," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 22(4), pages 420-442, October.
  5. Fang, Ming & Lin, Yizhou & Chang, Chiu-Lan, 2023. "Positive and negative price bubbles of Chinese agricultural commodity futures," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 456-471.
  6. Gao, Xiang & Koedijk, Kees & Walther, Thomas & Wang, Zhan, 2025. "Relative investor sentiment," International Review of Economics & Finance, Elsevier, vol. 100(C).
  7. Enwei Zhu & Jing Wu & Hongyu Liu & Keyang Li, 2023. "A Sentiment Index of the Housing Market in China: Text Mining of Narratives on Social Media," The Journal of Real Estate Finance and Economics, Springer, vol. 66(1), pages 77-118, January.
  8. Rangan Gupta & Jacobus Nel & Christian Pierdzioch, 2023. "Investor Confidence and Forecastability of US Stock Market Realized Volatility: Evidence from Machine Learning," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 24(1), pages 111-122, January.
  9. Gianna Figà-Talamanca & Marco Patacca, 2024. "An explorative analysis of sentiment impact on S&P 500 components returns, volatility and downside risk," Annals of Operations Research, Springer, vol. 342(3), pages 2095-2117, November.
  10. Reis, Pedro Manuel Nogueira & Pinho, Carlos, 2020. "A new European investor sentiment index (EURsent) and its return and volatility predictability," Journal of Behavioral and Experimental Finance, Elsevier, vol. 27(C).
  11. Perino, Grischa, 2024. "Carbon market design and market sentiment," Journal of Environmental Economics and Management, Elsevier, vol. 128(C).
  12. Qing Liu & Hosung Son, 2024. "Methods for aggregating investor sentiment from social media," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-22, December.
  13. Gao, Xiang & Koedijk, Kees & Walther, Thomas & Wang, Zhan, 2022. "Relative Investor Sentiment Measurement," CEPR Discussion Papers 17370, C.E.P.R. Discussion Papers.
  14. Yixi Ning & Sean Yang & Zhiwen Xiao, 2024. "Manager sentiment, stock return, and the evolving information environment in post-IPO firms," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 48(1), pages 238-261, March.
  15. Khan, Hera Asif & Chahal, Rishman Jot Kaur, 2025. "Asymmetric impact of social media sentiments and stock market uncertainty on Indian sectoral returns: A quantile-on-quantile approach," The North American Journal of Economics and Finance, Elsevier, vol. 79(C).
  16. van Eyden, Reneé & Gupta, Rangan & Nielsen, Joshua & Bouri, Elie, 2023. "Investor sentiment and multi-scale positive and negative stock market bubbles in a panel of G7 countries," Journal of Behavioral and Experimental Finance, Elsevier, vol. 38(C).
  17. Shao, Jin & Hong, Jingke & Wang, Xianzhu & Yan, Xiaochen, 2023. "The relationship between social media sentiment and house prices in China: Evidence from text mining and wavelet analysis," Finance Research Letters, Elsevier, vol. 57(C).
  18. Matteo Bonato & Oguzhan Cepni & Rangan Gupta & Christian Pierdzioch, 2024. "Business applications and state‐level stock market realized volatility: A forecasting experiment," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 43(2), pages 456-472, March.
  19. Pham, Quyen & Pham, Huy & Pham, Tra & Tiwari, Aviral Kumar, 2025. "Revisiting the role of investor sentiment in the stock market," International Review of Economics & Finance, Elsevier, vol. 100(C).
  20. Yong Ma & Lu Yan & Dongtao Pan, 2024. "The power of news data in forecasting tail risk: evidence from China," Empirical Economics, Springer, vol. 67(6), pages 2607-2642, December.
  21. Pujian Yang & Liu Yang, 2025. "Change of the disposition effect and investor sentiment," Journal of Asset Management, Palgrave Macmillan, vol. 26(5), pages 489-505, September.
  22. Tang, Guohao & Wu, Yiyong & Lou, Guanyu, 2024. "Extrapolation beyond peers: An asset pricing perspective," Journal of International Money and Finance, Elsevier, vol. 148(C).
  23. Reis, Pedro Nogueira & Pinto, António Pedro Soares, 2024. "Unlocking portfolio resilient and persistent risk: A holistic approach to unveiling potential grounds," The North American Journal of Economics and Finance, Elsevier, vol. 73(C).
  24. Weiguo Zhang & Xue Gong & Chao Wang & Xin Ye, 2021. "Predicting stock market volatility based on textual sentiment: A nonlinear analysis," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 40(8), pages 1479-1500, December.
  25. Fuertes, Ana-Maria & Robles, Maria-Dolores, 2021. "Bank credit risk events and peers' equity value," International Review of Financial Analysis, Elsevier, vol. 75(C).
  26. Aziz Ullah & He Biao & Assad Ullah, 2024. "Unveiling the Nexus Between Crises, Investor Sentiment, and Volatility of Tourism-Related Stocks: Empirical Findings From Pakistan," SAGE Open, , vol. 14(3), pages 21582440241, August.
  27. Mehdi Mili & Jean‐Michel Sahut & Frédéric Teulon & Lubica Hikkerova, 2024. "A multidimensional Bayesian model to test the impact of investor sentiment on equity premium," Annals of Operations Research, Springer, vol. 334(1), pages 919-939, March.
  28. Blajer-Gołębiewska, Anna & Honecker, Lukas & Nowak, Sabina, 2024. "Investor sentiment response to COVID-19 outbreak-related news: A sectoral analysis of US firms," The North American Journal of Economics and Finance, Elsevier, vol. 71(C).
  29. Jiang, Fuwei & Lee, Joshua & Martin, Xiumin & Zhou, Guofu, 2019. "Manager sentiment and stock returns," Journal of Financial Economics, Elsevier, vol. 132(1), pages 126-149.
  30. Han, Yufeng & Huang, Dashan & Huang, Dayong & Zhou, Guofu, 2022. "Expected return, volume, and mispricing," Journal of Financial Economics, Elsevier, vol. 143(3), pages 1295-1315.
  31. Ju, Chunhua & Fang, Xusheng & Shen, Zhonghua, 2024. "Investor attention and corporate financialization: Evidence from internet search volume," International Review of Financial Analysis, Elsevier, vol. 96(PA).
  32. Dias, Ishanka K. & Fernando, J.M. Ruwani & Fernando, P. Narada D., 2022. "Does investor sentiment predict bitcoin return and volatility? A quantile regression approach," International Review of Financial Analysis, Elsevier, vol. 84(C).
  33. John Hua Fan & Sebastian Binnewies & Sanuri De Silva, 2023. "Wisdom of crowds and commodity pricing," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(8), pages 1040-1068, August.
  34. Haritha P H & Abdul Rishad, 2020. "An empirical examination of investor sentiment and stock market volatility: evidence from India," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-15, December.
  35. Jules H van Binsbergen & Xiao Han & Alejandro Lopez-Lira, 2023. "Man versus Machine Learning: The Term Structure of Earnings Expectations and Conditional Biases," The Review of Financial Studies, Society for Financial Studies, vol. 36(6), pages 2361-2396.
  36. Fatima Batool & Kainat Iftikhar & Muhammad Nadir Shabbir, 2025. "Does green innovation pay off in China? Market valuation, investor sentiment, and risk-taking in A-listed firms," Risk Management, Palgrave Macmillan, vol. 27(3), pages 1-35, September.
  37. Guo, Feng & Lin, Zhiyuan & Lyu, Xiaoliang & Shi, Qingling, 2023. "Does air pollution influence music sentiment? Measuring music sentiment by machine learning," Journal of Asian Economics, Elsevier, vol. 87(C).
  38. Ahmed, Bouteska, 2020. "Understanding the impact of investor sentiment on the price formation process: A review of the conduct of American stock markets," The Journal of Economic Asymmetries, Elsevier, vol. 22(C).
  39. Zhang, Junhuan & Zhang, Ziyan & Wen, Jiaqi, 2025. "A multifactor model using large language models and multimodal investor sentiment," International Review of Economics & Finance, Elsevier, vol. 102(C).
  40. Fletcher, Jonathan, 2021. "Evaluating the performance of U.S. international equity closed-end funds," Journal of Multinational Financial Management, Elsevier, vol. 60(C).
  41. Zachary McGurk & Adam Nowak & Joshua C. Hall, 2020. "Stock returns and investor sentiment: textual analysis and social media," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 44(3), pages 458-485, July.
  42. Persakis, Antonios & Iatridis, George Emmanuel, 2023. "How economic uncertainty influences the performance of investor perceptions and behavior," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 51(C).
  43. Wang, Jianli & Wang, Shaolin & Dong, Minghua & Wang, Hongxia, 2024. "ESG rating disagreement and stock returns: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
  44. Bo Yan & Mengru Liang & Yinxin Zhao, 2024. "Market sentiment and price dynamics in weak markets: A comprehensive empirical analysis of the soybean meal option market," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(5), pages 744-766, May.
  45. Zaremba, Adam & Szyszka, Adam & Karathanasopoulos, Andreas & Mikutowski, Mateusz, 2021. "Herding for profits: Market breadth and the cross-section of global equity returns," Economic Modelling, Elsevier, vol. 97(C), pages 348-364.
  46. Chenghao Liu & Aniket Mahanti & Ranesh Naha & Guanghao Wang & Erwann Sbai, 2025. "Enhancing Cryptocurrency Sentiment Analysis with Multimodal Features," Papers 2508.15825, arXiv.org, revised Aug 2025.
  47. Stein, Tobias, 2024. "Forecasting the equity premium with frequency-decomposed technical indicators," International Journal of Forecasting, Elsevier, vol. 40(1), pages 6-28.
  48. Guidolin, Massimo & Hansen, Erwin & Cabrera, Gabriel, 2025. "Time-varying risk aversion and international stock returns," The North American Journal of Economics and Finance, Elsevier, vol. 75(PA).
  49. del Río, Cristina & Ferrer, Elena & López-Arceiz, Francisco J., 2024. "Analyst optimism and market sentiment: Evidence from European corporate sustainability reporters," Research in International Business and Finance, Elsevier, vol. 69(C).
  50. Szymon Lis, 2022. "Investor Sentiment in Asset Pricing Models: A Review," Working Papers 2022-14, Faculty of Economic Sciences, University of Warsaw.
  51. Michael Cary, 2024. "Herding and investor sentiment after the cryptocurrency crash: evidence from Twitter and natural language processing," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 10(1), pages 1-23, December.
  52. Peng, Kang-Lin & Wu, Chih-Hung & Lin, Pearl M.C. & Kou, IokTeng Esther, 2023. "Investor sentiment in the tourism stock market," Journal of Behavioral and Experimental Finance, Elsevier, vol. 37(C).
  53. Shahzad, Syed Jawad Hussain & Kyei, Clement Kweku & Gupta, Rangan & Olson, Eric, 2021. "Investor sentiment and dollar-pound exchange rate returns: Evidence from over a century of data using a cross-quantilogram approach," Finance Research Letters, Elsevier, vol. 38(C).
  54. Marwane El Alaoui & Elie Bouri & Nehme Azoury, 2020. "The Determinants of the U.S. Consumer Sentiment: Linear and Nonlinear Models," IJFS, MDPI, vol. 8(3), pages 1-13, July.
  55. Haitham A. Al‐Zoubi & Jennifer A. O'Sullivan & Aktham I. Al‐Maghyereh & Brendan J. Lambe, 2023. "Disentangling Sentiment from Cyclicality in Firm Capital Structure," Abacus, Accounting Foundation, University of Sydney, vol. 59(2), pages 570-605, June.
  56. Ahmed Bouteska & Taimur Sharif & Mohammad Zoynul Abedin, 2024. "Does investor sentiment create value for asset pricing? An empirical investigation of the KOSPI‐listed firms," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(3), pages 3487-3509, July.
  57. Bai, Chenjiang & Duan, Yuejiao & Liu, Congya & Qiu, Leiju, 2022. "International taxation sentiment and COVID-19 crisis," Research in International Business and Finance, Elsevier, vol. 63(C).
  58. Arnold, Lutz G. & Russ, David, 2024. "Listening to the noise: On price efficiency with dynamic trading," International Review of Economics & Finance, Elsevier, vol. 93(PB), pages 103-120.
  59. Meng‐Feng Yen & Yu‐Pei Huang & Liang‐Chih Yu & Yueh‐Ling Chen, 2022. "A Two-Dimensional Sentiment Analysis of Online Public Opinion and Future Financial Performance of Publicly Listed Companies," Computational Economics, Springer;Society for Computational Economics, vol. 59(4), pages 1677-1698, April.
  60. Ardekani, Aref Mahdavi & Bertz, Julie & Bryce, Cormac & Dowling, Michael & Long, Suwan(Cheng), 2024. "FinSentGPT: A universal financial sentiment engine?," International Review of Financial Analysis, Elsevier, vol. 94(C).
  61. Jean-Claude Mousseuknadji Kouladoum & Serge Monglengar Nandingar & Sylvaniste Etsiba & Joseph Pasky Ngameni, 2025. "Quality of institutions and structural transformation: case of the ECCAS zone," SN Business & Economics, Springer, vol. 5(8), pages 1-23, August.
  62. Zaremba, Adam & Szyszka, Adam & Long, Huaigang & Zawadka, Dariusz, 2020. "Business sentiment and the cross-section of global equity returns," Pacific-Basin Finance Journal, Elsevier, vol. 61(C).
  63. Zhang, Xinyue & Bissoondoyal-Bheenick, Emawtee & Zhong, Angel, 2023. "Investor sentiment and stock market anomalies in Australia," International Review of Economics & Finance, Elsevier, vol. 86(C), pages 284-303.
  64. Chen, Yangyang & Goyal, Abhinav & Veeraraghavan, Madhu & Zolotoy, Leon, 2020. "Terrorist attacks, investor sentiment, and the pricing of initial public offerings," Journal of Corporate Finance, Elsevier, vol. 65(C).
  65. Liu, Funing & Zhang, Xiaolin, 2025. "Multi-media textual information, COVID-19 sentiment and bond spread," Research in International Business and Finance, Elsevier, vol. 74(C).
  66. Yu, Xing & Li, Yanyan & Gong, Xue & Zhang, Nan, 2022. "Evaluating the performance of futures hedging using factors-driven realized volatility," International Review of Financial Analysis, Elsevier, vol. 84(C).
  67. Gong, Xue & Xu, Weijun & Li, Xiaodan & Gong, Xue, 2024. "Presidential economic approval rating and global foreign exchange market volatility," International Review of Financial Analysis, Elsevier, vol. 96(PB).
  68. Bennett, Donyetta & Mekelburg, Erik & Strauss, Jack & Williams, T.H., 2024. "Unlocking the black box of sentiment and cryptocurrency: What, which, why, when and how?," Global Finance Journal, Elsevier, vol. 60(C).
  69. Wang, Xinyu & Fang, Zhuangzhi & Wang, Zhenxin, 2025. "The dual role of sentiment on housing prices in China," International Review of Economics & Finance, Elsevier, vol. 97(C).
  70. Zongwu Cai & Pixiong Chen, 2022. "New Online Investor Sentiment and Asset Returns," WORKING PAPERS SERIES IN THEORETICAL AND APPLIED ECONOMICS 202216, University of Kansas, Department of Economics, revised Nov 2022.
  71. Kim, Karam & Batten, Jonathan A. & Ryu, Doojin, 2025. "Sentiment-return relation and stock price synchronicity: Firm-level versus market-level sentiment," The Quarterly Review of Economics and Finance, Elsevier, vol. 102(C).
  72. Szymon Lis, 2024. "Investor Sentiment in Asset Pricing Models: A Review of Empirical Evidence," Papers 2411.13180, arXiv.org.
  73. Giovanni Campisi & Silvia Muzzioli, 2020. "Fundamentalists heterogeneity and the role of the sentiment indicator," Department of Economics 0167, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
  74. Gong, Xue & Zhang, Weiguo & Wang, Junbo & Wang, Chao, 2022. "Investor sentiment and stock volatility: New evidence," International Review of Financial Analysis, Elsevier, vol. 80(C).
  75. Obaid, Khaled & Pukthuanthong, Kuntara, 2022. "A picture is worth a thousand words: Measuring investor sentiment by combining machine learning and photos from news," Journal of Financial Economics, Elsevier, vol. 144(1), pages 273-297.
  76. Guohao Tang & Fuwei Jiang & Xinlin Qi & Nan Huang, 2021. "It takes two to tango: Fundamental timing in stock market," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 5259-5277, October.
  77. Chen Gu & Denghui Chen & Raluca Stan, 2021. "Investor sentiment and the market reaction to macroeconomic news," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(9), pages 1412-1426, September.
  78. Taiyi Zang & Hongmei Gu, 2023. "State-Space Modeling of Housing Sentiment for Regressing Changes of Real Estate Prices Following Short-Term Control Policy in China," Sustainability, MDPI, vol. 15(16), pages 1-19, August.
  79. Zhang, Xiaotao & Li, Guoran & Li, Yishuo & Zou, Gaofeng & Wu, Ji George, 2023. "Which is more important in stock market forecasting: Attention or sentiment?," International Review of Financial Analysis, Elsevier, vol. 89(C).
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